{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ctXDkkRkzYNw4LfZlo9pLiw/MmzhRK/EZE5Yvv4SvvtIviqoSgX/+U1s6brpJ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\n17ngMDMzs677/62yp/oEDdRXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20918d667f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "unrate = pd.read_csv('unrate.csv')\n",
    "unrate['DATE'] = pd.to_datetime(unrate['DATE'])\n",
    "first_twelve = unrate[0:12]\n",
    "plt.plot(first_twelve['DATE'], first_twelve['VALUE'])\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Unemployment Rate')\n",
    "plt.title('Monthly Unemployment Trends, 1948')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fAw60V3VczcuATwDnA9PAJ4GPJzljDOVKGjLDgqSNmANuqqpbqupu4DKalSjf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\nSVKn/w8tLrOQdcj14wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aa558555f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#add_subplot(first,second,index) first means number of Row,second means number of Column.\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(3,2,1)\n",
    "ax2 = fig.add_subplot(3,2,2)\n",
    "ax3 = fig.add_subplot(3,2,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b1XlRMVJMQpbFRBhLP7ar6rLIA9gObFbVaOXaoqCuDsaPhzPOgB49YNEic6hC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\nyjB8xpzKMHzGnMowfMacyjB85v8B2Ia+kHa4tWkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aa55af6a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "#fig = plt.figure()\n",
    "fig = plt.figure(figsize=(3, 3))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "\n",
    "ax1.plot(np.random.randint(1,5,5), np.arange(5))\n",
    "ax2.plot(np.arange(10)*3, np.arange(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lS21UIUZntqTWjlbQxz5z8/Pt3yDJSkpKAl2lr8BPN+Xl8Nxz8Pzzta+gj73h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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2091734fc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unrate['MONTH'] = unrate['DATE'].dt.month\n",
    "unrate['MONTH'] = unrate['DATE'].dt.month\n",
    "fig = plt.figure(figsize=(6,3))\n",
    "\n",
    "plt.plot(unrate[0:12]['MONTH'], unrate[0:12]['VALUE'], c='red')\n",
    "plt.plot(unrate[12:24]['MONTH'], unrate[12:24]['VALUE'], c='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UEfxftqR6tWmLTbntoNv4bNhn/PWEv7L1pltz5fNX0vWWruz/wP7c//r9fLP8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\nAPjO/wd0+nkWDz+5fgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20917237518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i])\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\legend.py:325: UserWarning: Unrecognized location \"bset\". Falling back on \"best\"; valid locations are\n",
      "\tupper center\n",
      "\tcenter\n",
      "\tright\n",
      "\tupper right\n",
      "\tlower center\n",
      "\tlower right\n",
      "\tbest\n",
      "\tlower left\n",
      "\tcenter right\n",
      "\tcenter left\n",
      "\tupper left\n",
      "\n",
      "  six.iterkeys(self.codes))))\n"
     ]
    },
    {
     "data": {
      "image/png": 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AHDp0KMfxH3/8kXnz5hEZGXnVZ27q1KlDjRo1cp3z2LFjJCYm5nleO6kDUkRERKScOnwY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\nP+pm3I25Tjrlx+6EaBciyABon5pKaefrLtTs+DNDN4Eo1LCjWOhjz54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AAOA7BBkAAAAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x209192f4390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    label = str(1948 + i)\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i], label=label)\n",
    "plt.legend(loc='bset')\n",
    "#print (help(plt.legend))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jkf37YexYuPtu6NUr3NG4hWG7dHELw+bkhDsaqQiUHImIiIhISIwZ49YyqijT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8090ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    label = str(1948 + i)\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i], label=label)\n",
    "plt.legend(loc='upper left')\n",
    "plt.xlabel('Month, Integer')\n",
    "plt.ylabel('Unemployment Rate, Percent')\n",
    "plt.title('Monthly Unemployment Trends, 1948-1952')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
